This project explores an advanced AI-driven workflow tailored to redefine architectural visualization by integrating
bio-material aesthetics with structural precision. The workflow addresses critical design scenarios such as the creation
of biomorphic facades inspired by natural forms, optimization of material aesthetics for sustainable architecture, and
real-time 3D visualization for client engagements. These applications underscore its potential to blend organic design
principles with architectural rigor, positioning the methodology as both innovative and pragmatic. Built within the
modular framework of ComfyUI, the workflow achieves seamless functionality across multiple components, including
ControlNet, IPAdapter, and TripoSR. By leveraging inputs such as flower-inspired patterns and bio-material folds, this
approach enhances architectural outputs, fostering designs that are visually compelling and structurally robust. This
framework bridges the divide between creative ideation and computational exactitud